{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**实验目标：**\n",
    "通过本实验，你将学习并实践信号处理中的三个任务：线性预测合成法、griffin-lim算法，和 （选做）基于深度学习的语音合成和语音转换。\n",
    "\n",
    "**实验方法：**\n",
    "\n",
    "\n",
    "**1. 线性预测合成法**\n",
    "  - 学习基于线性预测系数和预测误差的语音合成原理，分析自然语音样本，计算出LPC系数，建立信号产生模型，从而合成出语音。\n",
    "  - 使用 librosa 库或其他音频处理库加载音频数据。\n",
    "  - 求每帧的LPC系数与预测误差，然后合成语音。\n",
    "  - 编写代码以可视化生成结果，将生成的音频和原始音频进行比较。\n",
    "\n",
    "**2. griffin-lim算法**\n",
    "  - 学习Griffin-Lim算法的原理，从频谱图中生成语音。\n",
    "  - 使用 librosa 库加载语音，然后得到频谱。\n",
    "  - 使用迭代的方式，从给定时频谱去重建相位信息，其迭代目标是让重建信号的时频谱与给定的时频谱的均方误差越小越好。\n",
    "  - 编写代码以可视化生成结果，将生成的音频和原始音频进行比较。\n",
    "\n",
    "\n",
    "**3. （选做）基于深度学习的语音合成和语音转换**\n",
    "  - 在 github 上任选一个基于深度学习的语音合成或者语音转化的项目，尝试进行模型推理，实现文本转换语音，或者实现语音音色的转换。\n",
    "  - 了解其中的实现过程和模型架构，并给出解释\n",
    "\n",
    "  \n",
    "**实验要求：**\n",
    "\n",
    "开展上述实验，并可视化实验结果，并保存图片到本地。后续尝试自己录制一段音频，完成实验。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy.io import wavfile\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from scipy.signal import lfilter\n",
    "from IPython.display import Audio, display"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#录制音频的函数，首先使用给定的音频完成实验，后续再使用录制的音频。\n",
    "def record_audio(duration):\n",
    "    import pyaudio\n",
    "    import wave\n",
    "\n",
    "    CHUNK = 1024\n",
    "    FORMAT = pyaudio.paInt16\n",
    "    CHANNELS = 1\n",
    "    RATE = 44100\n",
    "    WAVE_OUTPUT_FILENAME = \"demo.wav\"\n",
    "\n",
    "    p = pyaudio.PyAudio()\n",
    "\n",
    "    stream = p.open(format=FORMAT,\n",
    "                    channels=CHANNELS,\n",
    "                    rate=RATE,\n",
    "                    input=True,\n",
    "                    frames_per_buffer=CHUNK)\n",
    "\n",
    "    print(\"* 录音中...\")\n",
    "\n",
    "    frames = []\n",
    "\n",
    "    for i in range(0, int(RATE / CHUNK * duration)):\n",
    "        data = stream.read(CHUNK)\n",
    "        frames.append(data)\n",
    "\n",
    "    print(\"* 录音结束!\")\n",
    "\n",
    "    stream.stop_stream()\n",
    "    stream.close()\n",
    "    p.terminate()\n",
    "\n",
    "    wf = wave.open(WAVE_OUTPUT_FILENAME, 'wb')\n",
    "    wf.setnchannels(CHANNELS)\n",
    "    wf.setsampwidth(p.get_sample_size(FORMAT))\n",
    "    wf.setframerate(RATE)\n",
    "    wf.writeframes(b''.join(frames))\n",
    "    wf.close()\n",
    "    \n",
    "record_audio(duration=5) #录音5秒,并保存为demo.wav"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def enframe(x, win, inc=None):\n",
    "    nx = len(x)\n",
    "    if isinstance(win, list) or isinstance(win, np.ndarray):\n",
    "        nwin = len(win)\n",
    "        nlen = nwin  # 帧长=窗长\n",
    "    elif isinstance(win, int):\n",
    "        nwin = 1\n",
    "        nlen = win  # 设置为帧长\n",
    "    if inc is None:\n",
    "        inc = nlen\n",
    "    nf = (nx - nlen + inc) // inc\n",
    "    frameout = np.zeros((nf, nlen))\n",
    "    indf = np.multiply(inc, np.array([i for i in range(nf)]))\n",
    "    for i in range(nf):\n",
    "        frameout[i, :] = x[indf[i]:indf[i] + nlen]\n",
    "    if isinstance(win, list) or isinstance(win, np.ndarray):\n",
    "        frameout = np.multiply(frameout, np.array(win))\n",
    "    return frameout"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "实验3-1: 使用线性预测器实现信号还原\n",
    "\n",
    "对于线性预测器$\\hat s(n)=\\sum\\limits_{i=1}^pa_is(n-i)$，其误差为$e(n)=s(n)-\\hat s(n)$，那么在预测误差$e(n)$和预测系数$a_i$已知的情况下，就可以求出合成语音。\n",
    "\n",
    "所有需要补充的代码都注释有TODO, 按要求补充即可"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def Filpframe_OverlapS(x, win, inc):\n",
    "    \"\"\"\n",
    "    基于重叠存储法的信号还原函数\n",
    "    :param x: 分帧数据\n",
    "    :param win: 窗\n",
    "    :param inc: 帧移\n",
    "    :return:\n",
    "    \"\"\"\n",
    "    nf, slen = x.shape\n",
    "    nx = (nf - 1) * inc + slen\n",
    "    frameout = np.zeros(nx)\n",
    "    x = x / win\n",
    "    for i in range(nf):\n",
    "        frameout[slen + (i - 1) * inc:slen + i * inc] += x[i, slen - inc:]\n",
    "    return frameout\n",
    "    \n",
    "    \n",
    "def lpc_coeff(s, p):\n",
    "    \"\"\"\n",
    "    :param s: 一帧数据\n",
    "    :param p: 线性预测的阶数\n",
    "    :return:\n",
    "    \"\"\"\n",
    "    n = len(s)\n",
    "    # 计算自相关函数\n",
    "    Rp = np.zeros(p)\n",
    "    for i in range(p):\n",
    "        Rp[i] = np.sum(np.multiply(s[i + 1:n], s[:n - i - 1]))\n",
    "    Rp0 = np.matmul(s, s.T)\n",
    "    Ep = np.zeros((p, 1))\n",
    "    k = np.zeros((p, 1))\n",
    "    a = np.zeros((p, p))\n",
    "    # 处理i=0的情况\n",
    "    Ep0 = Rp0\n",
    "    k[0] = Rp[0] / Rp0\n",
    "    a[0, 0] = k[0]\n",
    "    Ep[0] = (1 - k[0] * k[0]) * Ep0\n",
    "    # i=1开始，递归计算\n",
    "    if p > 1:\n",
    "        for i in range(1, p):\n",
    "            k[i] = (Rp[i] - np.sum(np.multiply(a[:i, i - 1], Rp[i - 1::-1]))) / Ep[i - 1]\n",
    "            a[i, i] = k[i]\n",
    "            Ep[i] = (1 - k[i] * k[i]) * Ep[i - 1]\n",
    "            for j in range(i - 1, -1, -1):\n",
    "                a[j, i] = a[j, i - 1] - k[i] * a[i - j - 1, i - 1]\n",
    "    ar = np.zeros(p + 1)\n",
    "    ar[0] = 1\n",
    "    ar[1:] = -a[:, p - 1]\n",
    "    G = np.sqrt(Ep[p - 1])\n",
    "    return ar, G"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
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\" type=\"audio/x-wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "input_path = \"C7_2_y.wav\" # 或者是自己录制的 demo.wav\n",
    "display(Audio(input_path))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "fs, data = wavfile.read(input_path)\n",
    "data = data / (2 ** (16 - 1))\n",
    "\n",
    "data -= np.mean(data)\n",
    "data /= np.max(np.abs(data))\n",
    "N = len(data)\n",
    "time = [i / fs for i in range(N)]  # 设置时间\n",
    "p = # TODO 线性预测的阶数 \n",
    "wlen, inc = # TODO 设置窗长、帧移\n",
    "msoverlap = wlen - inc\n",
    "y = enframe(data, wlen, inc)\n",
    "fn = y.shape[0]\n",
    "Acoef = np.zeros((y.shape[0], p + 1))\n",
    "resid = np.zeros(y.shape)\n",
    "synFrame = np.zeros(y.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 求每帧的LPC系数与预测误差\n",
    "for i in range(fn):\n",
    "    a, _ = # TODO 计算lpc的参数，调用函数\n",
    "    Acoef[i, :] = # TODO 预测系数\n",
    "    resid[i, :] = lfilter(a, [1], y[i, :])\n",
    "\n",
    "# 语音合成\n",
    "for i in range(fn):\n",
    "    synFrame[i, :] = # TODO 使用 lfilter 进行合成\n",
    "\n",
    "outspeech = Filpframe_OverlapS(synFrame, np.hamming(wlen), inc)\n",
    "\n",
    "display(Audio(outspeech, rate=fs))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f3f34895650>]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplot(2, 1, 1)\n",
    "plt.plot(data / np.max(np.abs(data)), 'k')\n",
    "plt.title('Original Signal')\n",
    "plt.subplot(2, 1, 2)\n",
    "plt.title('Reconstruct Signal-LPC and error')\n",
    "plt.subplots_adjust(hspace=0.5)\n",
    "plt.plot(outspeech / np.max(np.abs(outspeech)), 'c')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "实验3-2: griffin-lim算法\n",
    "\n",
    "所有需要补充的代码都注释有TODO, 按要求补充即可"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "import librosa\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "n_fft, hop_length, win_length = 720, 160, 720 # TODO 尝试改变参数\n",
    "\n",
    "\n",
    "def _griffin_lim(S, gl_iters):\n",
    "    angles = # TODO 随机生成一个与频谱图S形状相同的复数数组\n",
    "    S_complex = # TODO 计算频谱图S的绝对值，然后将其转换为双精度复数类型 \n",
    "    y = # TODO 使用istft转换会音频\n",
    "    for i in range(gl_iters):\n",
    "        angles = # TODO\n",
    "        # 首先对当前的音频信号y进行短时傅里叶变换（_stft(y)），然后取其相位。\n",
    "        # np.angle()函数返回复数的相位角，然后通过np.exp(1j * ...)将相位角转换回复数形式，以便与频谱图的幅度相匹配。\n",
    "        y = _istft(S_complex * angles)\n",
    "    return y\n",
    "\n",
    "\n",
    "def _stft(y):\n",
    "    return librosa.stft(y=y, n_fft=n_fft, hop_length=hop_length, win_length=win_length)\n",
    "\n",
    "\n",
    "def _istft(y):\n",
    "    return librosa.istft(y, hop_length=hop_length, win_length=win_length)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio  controls=\"controls\" >\n",
       "                    <source 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\" type=\"audio/x-wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "input_path = \"C7_2_y.wav\" # 或者是自己录制的 demo.wav\n",
    "display(Audio(input_path))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "AudioData, sr = librosa.load(input_path, sr=16000, mono=True)  # 使用文件采样率\n",
    "D = librosa.stft(AudioData, n_fft=n_fft, hop_length=hop_length, win_length=win_length)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gl_iters = # TODO 设置 griffin_lim 算法重复迭代的次数\n",
    "ReAudio = _griffin_lim(D, gl_iters)\n",
    "\n",
    "plt.rcParams['figure.figsize'] = (10.0, 8.0)\n",
    "plt.figure()\n",
    "plt.subplot(2, 1, 1)\n",
    "plt.plot(AudioData)\n",
    "plt.xlabel('t/s')\n",
    "plt.title('original signal')\n",
    "plt.subplot(2, 1, 2)\n",
    "plt.plot(ReAudio)\n",
    "plt.xlabel('t/s')\n",
    "plt.title('reconstructed signal')\n",
    "plt.subplots_adjust(hspace=0.5)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio  controls=\"controls\" >\n",
       "                    <source 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\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(Audio(ReAudio, rate=16000))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "实验3-3（选做）: 基于深度学习的语音合成和语音转换\n",
    "\n",
    "可参考的语音合成项目：\n",
    "- https://github.com/ming024/FastSpeech2\n",
    "- https://github.com/NVIDIA/tacotron2\n",
    "- https://github.com/RVC-Boss/GPT-SoVITS\n",
    "\n",
    "可参考的语音转换项目：\n",
    "- https://github.com/PlayVoice/so-vits-svc-5.0\n",
    "- https://github.com/RVC-Project/Retrieval-based-Voice-Conversion-WebUI"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "torch",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.16"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
